# Point Question Answering on LookTwice-QA

Source: [Point Question Answering on LookTwice-QA](<https://www.sota2.com/research/sota/point-question-answering-on-looktwice-qa>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:59:01.695Z

Evaluation of model performance on the LookTwice-QA dataset for Point Question Answering, measured by metrics such as Pronoun, Superclass, and Class scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Point Question Answering |
| Dataset (including any stated split) | LookTwice-QA |
| Metric | Pronoun Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Pronoun Score](<https://www.sota2.com/research/sota/point-question-answering-on-looktwice-qa.md?metric=Pronoun%20Score>): Higher is better; unit: PERCENT.

- [Superclass Score](<https://www.sota2.com/research/sota/point-question-answering-on-looktwice-qa.md?metric=Superclass%20Score>): Higher is better; unit: PERCENT.

- [Class Score](<https://www.sota2.com/research/sota/point-question-answering-on-looktwice-qa.md?metric=Class%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pronoun Score | Result date | Report paper |
| --- | --- | --- | --- |
| Shikra-13B | 70.3 | Not recorded | 68fa6fe61e209131cea47fbc |
| Shikra-13B | 70 | Not recorded | 68fa6fe61e209131cea47fbc |
| Mani et al. | 60.2 | Not recorded | 68fa6fe61e209131cea47fbc |
| Mani et al. | 56.5 | Not recorded | 68fa6fe61e209131cea47fbc |

### Shikra-13B

Pronoun Score: 70.3. Result ID: 6990f0d23a6c31484904749b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"Input type":"Box"}. This record does not assert independent reproduction.

### Shikra-13B

Pronoun Score: 70. Result ID: 6990f0d23a6c314849047499.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Implementation](<https://github.com/shikras/shikra>)

Recorded evaluation configuration: {"Input type":"Point"}. This record does not assert independent reproduction.

### Mani et al.

Pronoun Score: 60.2. Result ID: 6990f0d23a6c31484904749a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd21e209131cea304dc.md>)

Recorded evaluation configuration: {"Input type":"Box"}. This record does not assert independent reproduction.

### Mani et al.

Pronoun Score: 56.5. Result ID: 6990f0d23a6c314849047498.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd21e209131cea304dc.md>)

Recorded evaluation configuration: {"Input type":"Point"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.